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Automation Risk Analysis

Will “Molded Goods Spot Picker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Molded Goods Spot Picker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Molded Goods Spot Picker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Collect or select samples for testing or for use as models.

  • Analyze test data, making computations as necessary, to determine test results.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Notify supervisors or other personnel of production problems.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Compute defect percentages or averages, using formulas and calculators.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Compute usable amounts of items in shipments.

Technologies & Software

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  • SAP software
  • Mastercam Design
  • Structured query language SQL
  • Microsoft SharePoint
  • Verisurf Metrology
  • IBM Lotus Notes
  • Extensible markup language XML
  • Coordinate measuring machine software
  • Dassault Systemes SolidWorks
  • Gemini (Google)
  • Database software
  • Nova (Amazon)
  • Microsoft Excel
  • Data entry software
  • Cognex Vision AI
  • Cybermetrics GAGETrak
  • The MathWorks MATLAB
  • Mistral (Mistral AI)
  • Minitab
  • Selenium
  • Inspection marking systems
  • Mastercam computer-aided design and manufacturing software
  • Data analysis software
  • DeepSeek
  • Rockwell Automation AI
  • Microsoft Word
  • Microsoft PowerPoint
  • Skype
  • Microsoft Office software
  • Atlassian JIRA
  • Dassault Systemes CATIA
  • R
  • Wilcox Associates PC-DMIS Inspection Planner
  • Label inspection systems
  • Design of experiments DOE software
  • Autodesk AutoCAD
  • ChatGPT (OpenAI)
  • Statistical process control SPC data collection devices
  • Apache Pig
  • Computer-aided inspection software
  • Computer assisted design software
  • Apache Hive
  • Microsoft Visio
  • Medical condition coding software
  • Grok (xAI)
  • Qwen (Alibaba)
  • ABB AI Robotics
  • Claude (Anthropic)
  • Tolerance analysis software
  • Siemens Industrial AI
  • FileMaker Pro
  • Sight Machine AI
  • Microsoft Outlook
  • Kimi (Moonshot AI)
  • Metallurgical microscopes
  • Accelerometers
  • Frequency counters
  • Hardness testers
  • Digital voltmeters DVM
  • Strain gauges
  • Logic test systems
  • Micrometers
  • Hipot testers
  • Gloss meters
  • Coordinate measuring machines CMM
  • Resistance meters
  • Ductility testers
  • In-circuit testers
  • Impact hammers
  • Bubble leak testers
  • Measuring microscopes
  • Creep and stress relaxation testers
  • Fatigue testers
  • Plotters
  • Compression testers
  • Environmental chambers
  • Calorimetric leak testers
  • Magnetic particle flaw detectors
  • Capacitive acceleration instruments
  • Color spectrometers
  • Bit error rate testers BERT
  • Signal generators
  • Plug gauges
  • Ammeters
  • Digital multimeters
  • Holographic interferometers
  • Piezoelectric acceleration instruments
  • Pin gauges
  • Digital resistance meters
  • Sorting machines
  • Continuity testers
  • Impact toughness testers
  • Beta gauges
  • Industrial bench scales
  • Vibration and shaker systems
  • Verisurf Master3DGage
  • Multimeters
  • Linear or mixed signal equipment
  • Optical gauges
  • Pulse generators
  • Printed circuit board PCB testers
  • Penetrant flaw detectors
  • Hydraulic lifts
  • Overhead cranes
  • Shear testers
  • Power meters
  • Conductivity meters
  • Thread gauges
  • Radiographic flaw detectors
  • Manufacturing defect analyzers MDA
  • Height gauges
  • Calipers
  • Eddy current flaw detectors
  • Mass flow leak testers
  • Digital resistance thermometers
  • Function generators
  • Tensile testers
  • Backplane testers
  • Force transducers
  • Utrasonic flaw detectors
  • Moisture meters
  • Frequency meters
  • Laser shearography flaw detectors
  • Depth gauges
  • Eddy current probes
  • Resistivity meters
  • Null-balance acceleration instruments
  • Direct current DC power testers
  • Return loss calibrator RLC passive component testers
  • Verisurf CMM Master
  • Optical comparators
  • Pi tapes
  • Forklifts
  • Shock testers
  • Laser thickness gauges
  • Resonance acceleration instruments
  • Verisurf 3Dgage
  • Sampling oscilloscopes
  • Personal computers
  • Hydraulic pumps
  • Magnetic induction acceleration instruments
  • Viscometers

Alternative Job Titles